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like you like you just know that like nobody's going to catch up to you like you're not going to have competition yeah definitely not yeah I mean at least not for now and then you're building your name while other people are like barely getting around to it so like you're like you're going to be set right so so I guess like all of that said like I'm gon to show you now how to build the other chatbot which is for stuff that maybe like Julie would want to use more um Jack like for financial stuff like this is really helpful and then um John I think for like the agency side like you can make sure that they know that this is available um if if you decide to like dive into the chatbot space and the reason why I'm like so laser focused is because the chatbot space in my mind like is what all of this is based on because the llm became available the way it is because it understood language so everything that you're going to build for video games like it all breaks back down to like how does a computer like dissect language right so SEO like how how does like a longtail keyword matter to a feature website versus the way it matters to them now um so so like the all the all the use cases like like fall back down if if I like drill down to like where do I have the biggest bank for my book it's in chat Bots um for me because that's like what I chose as my career path like I started with NLP also um actually Hunter let me do an apprenticeship for him jack he was like our instructor in the blockchain class yeah that's awesome yeah that's this what I think like that's great about AI is that it it can like myom actually just started um working on AI and took a generative learning class I I forgot who it was through but like AI it just it can bring so many people together in different Generations because the entry to like the barrier to entry is so much lower than you know going out and learning um you know python or something like that like fully going onto a new language so I think it's just a it's it's just awesome I actually have another use case for it too um elsea that I discovered in the last week because my tax guy um he's actually my like business contract tax all Guru allinone this guy's like Rainman right so he he sent me a text the other day he was like hey he said you have chat GPT for right I said yeah he said well I have the 3.5 I haven't done the paid version yet he said but I want to do a comparison on an answer that it gave me for this and so he sent me the question that he asked chat GPT 3.5 and he said asked yours this and let's compare what see what it says and so I sent him the information and because of the the time difference in the language model there were such changes in the tax code just for that one specific thing that he was like oh wow he said that that's incredible he said because literally I couldn't find this information anywhere on Google like he said I just spent four hours researching researching this same topic and there was no information on anywhere and chat GPT came up with it in you know three seconds so I was go ahead that's the same thing I experienced when I was um developing the streamlit app so like streamlit is a another chatot interface and they are rolling out new features like every week so there isn't any really clear documentation but within like three minutes like the paid version of gp4 that is able to go online and find like the freshest data found it and it I had spent like three hours trying to find it so yeah so like all of these like use like I would recommend like keep them keep them in some place you know and like build the GPT agents and like sell them there like like because someone someone's gonna find that really like valuable right and like you can make money off of the GPT store they don't have it all the details outlined or anything like that um but that's what I was uh trying to to like convey um because a few people have approached me like oh well can you help me like engineer this or can you help me understand how to build this kind of platform like I am limited I am like so slow compared to what AI can answer for you so like that's why I was like well I I could tell you how to go about it but like even I'm not GNA have all the information but what I can do is teach you like where to get the best information so that like as you build it right like like you're actually using stuff that understands everything that I wouldn't know to like tell you to look after so so like like I know like some people have brought me like like smaller projects you know that are like like their baby and it's like yeah like take your baby like make sure that you're um using you know like cyber safety although really don't think uh open AI is sitting there harvesting any of our data in that way like I they have like bigger fish to fry but um that like so I'm going to show you now how you can one way that you can build your GPT agent and then start making people pay for it um without having to go through the like annoying back backend stuff through the uh open AI API like I'm not crazy about it and it's like way more technical um and I do have like some agent have at least one agent that that is using it that way but I just like you don't get to keep your own data like they get to see what everyone is asking it and you don't get to know like what insights they're gleaning from your data so that's why I developed it this way because data is the new gold and I'll show you how I did um automation into the pipelines because Julie had asked about like how do I like manage pipelines so like like I'm going to show you all of that in like the next like seven minutes while go through the way I set up like the back end to get this chat bot to work this way so that I own my own data and I can make my users know that they have safety behind like the usage of like my uh chatbot and that I uh also um providing like what they want and I can like throw metrics or on top of my own data so I'm like continually improving my product Real Time with AI so I'm going to show you this one and I think I don't know if you were here yet Jack when I sent out this link I think no so let me um share my screen again and this yeah this is the right screen okay and and I'm like suffering from tab overwhelm so let me try to find where see this is up work oh my god really okay so I'll just open a new window because I can't you find it okay well in fact maybe this is a better place to start anyway okay so to build this llm I paid it wasn't this guy it was this guy so why am i showing you this um I actually asked him like if somebody has like deeper um architect architecture questions like can I send them to you um because like there's some stuff C he actually is really good at AWS so this is icra um I wouldn't I would not again ever send any passwords like over um Fiverr or upwork um but anyway like he's the one that builds the llm for me so like see I just put into chat GPT like how do I get this to happen and it told me and then I sent him what chat GPT said over here somewhere oh yeah see like I I asked chat GPT can you Scope this project for me I want to build like a like I want someone to go on my chatbot on my web page and then I want to pay as little as possible for AWS um and I want it to be secure and then it gave me this or or sorry it gave me the answers to that so here's are right here right so when he asked me like what do I need I was like here do this and I actually do know what this means but I didn't have to know what this means but now he knows what I want and I know that he that he's like targeting the right project right and so then he was able to do this in like two days and so if I go to my AWS I probably have to log back in yeah I have to log back in I'll show you the um what the data pipeline stuff looks like um for Julie and I'll show you guys like where the llm is storing like the conversation string and I'm getting my um my credential so that I can log in let me it's like renewing 789 29 need an account with the AWS what okay well I know I'm not like oh see you let me in um yes and you can actually qualify for like $1,000 doll worth of free AWS credits for the first year of a startup which I did and it was like super simple and like they'll throw all sorts of money at you because they like they're probably collecting our data you know so they can improve their products like and so like this right here this uh like this is as far as I know like I haven't been using this too much but but you want to be like super careful with this because like it can bankrupt companies um I was at of a startup and and they thought they had set it to time out after three tries to do something but it was actually going to time out after three million tries which would have cost more yeah it was going to cost them more to pay for that than the whole like multiple million dollar value of the company so going to be like super careful with this um just just so you know and like they change stuff all the time so I would like continually monitor but here is my the Lambda that um AC built for me conversation Lambda and like all I do every time that I'm because I automated this and because I set up the why can't I click on because I set up the pipelines the way that I knew would be um reusable with like the least amount of effort on my part and because I'm not there to scale yet like I don't have a need to make it any more fancy because like I I don't I want to wait to see what happens and then like we about scaling it but this is like the best way to start something that might scale later so see like I I don't even have to know what any of this means I do know what it means but I don't I don't have to um so I will give you guys this code there the only thing you would have to change is I believe my API token is here I might have hidden it actually but if if I show you the API token I just have to like actually just like change it to a new one you know like like there's more Security in this so probably yeah see so you can't even see my API token and I am pretty sure that that's because it is oh it's probably yeah actually he did a really good job hiding it because I actually don't see it myself too so I don't know actually where the where the token is at but okay I would just ask Chad gbt I would like copy and paste this and then ask chat PT uh like where like how how do I get you the right token and I should change my token anyway so that when people watch this video like they don't know to go look for my specific token right anyway like this this is it this is all this okay so why does this work so like so that I could give Julie more of a background um this works because I worked in automation um for two years for a company so I know like what it looks like to have the repeated algorithmic pattern and so the back end of it is every time that somebody makes a call to any of the web pages that are calling this Lambda it's already like predetermined where in Dynamo it's going to store and how it's going to store it and so I just basically abstracted like everything that I would have repeated two or three times her usage of the llm and then decide like made design decisions also by asking chat PT which one is the least expensive like which one would save me cost which one would in include more security levels so it set up all of that to go to this so every time that somebody interacts with any of my websites um like I'm a little bit well I'm going to like scroll through real fast so that you can't really see if people have like been using it like I don't want to expose oh so see like here's the here you can't really see their conversation so this is okay um so and I'll show you guys and Jack I think I'll get you the link in a second like um so every time that somebody uses oh look like somebody did like some maybe I said that to myself I don't know but you can see like this is the conversation stream so I don't have people saying I don't have their addresses but I can now harvest my own data and so every day I'd be able to like send this through my Ai and ask it like how do I improve my website like what are people asking for like how do I help them help themselves here is the website that all of this is connected to it's this one here and okay and so like the beauty of this is that I actually don't even have to only use this website um and I think it was like prompt yeah this one right so then Jack let me put it in the chat so you know which one I'm talking about and does anybody have questions up to this point oh about 47,000 jul so yeah like um uh I might be I might have missed something because like um and I and I was I didn't have interaction outside of the thing here but how did how did you get to that point I missed it where you were seeing all the conversation and stuff I am in AWS and I'm in Dynamo oh okay okay so my Lambda yeah it's okay my Lambda is written to write to uh Dynamo DB every time somebody has a conversation and I don't recall I think it like writes to the database um after the conversation is over I think but you can also set it to like write every time that somebody post something so you never lose your data so like if it's like super critical data that you can't afford to lose if there's an interruption in service then like I would have set it up to write to the database at at that like amongst every interaction but because my use case was like well like this is just like kind of like round one data collection I just want to see like what kinds of people think what kind of things people talk to these um chat Bots about um that I can develop like better chat Bots that meet the needs of like my users um or like that better help like Society I really think like a lot of people are going to consider suicide once they start to see like like they became irrelevant and and like they're going to have to like not get to do what they were doing before because it it is like mind-blowing especially for Generations you know older people that like uh like were so used to having this certain job like content creators and people like that um so I built this this llm over here I think this should link back to it so this is this is where it all stemmed from was I was like when in the summer when I was like man this is like mind-blowing like like kids that just graduated from college with like Finance degrees are like pointless like like everything that a like a software engineer learned to do for the last 15 20 years this pointless so like how do I help people like like keep it together because it was hard for me too and like I didn't I didn't even invest my whole life into anything because because I actually do like physical real estate so like I'm always like okay you know but I knew that like if it was like that impactful to me people were going to start to like need something to talk to so I'm keeping this data so that I can like kind of uh evaluate the the mental health situation my first degree is in Psychology that's why I care about this but I knew that like psychology like wasn't meeting like my needs or the needs of the people I knew so so that's how I'm using AI to like help me help people better so all of these are using see like if I go here it's like the exact same back end um but they all have a different prompt and I'm going to show you the HTML that lets the the conversation sound different for each one and this all goes back to like gaming and this all goes back to SEO so like a big part of the um websites of the future is like is your website customizing solutions for people or does everybody get the same information right so like um because each llm is a customized prompt that is adapting to everybody's response real time I know that this is already like going to get a better SEO rating when like the algorithms change again and then if I'm building a game I know like in the gaming industry people want more um variety but some level of persistence so I'm able to build the personalities of my gaming objects into my llm to give them personality and uh retention in memory because like I don't have to rebuild Lang chain when I'm using the qpt agents the way that I'm using them um and what Lang chain does is that it makes it so that it always remembers the conversation and when it runs out of the limits it basically like is set to summarize whatever it needed to know and then like remember from that point so your uh character doesn't have to like look dumb because they can't remember what you guys talked about in the game yesterday so to me that's fascinating and there's also like vector databases that don't condense a conversation they keep like every piece of the conversation inside of the vector database and you can access like any conversation ever and um it's preserved exactly as it went into the conversation string which is also really valuable like in finance especially because there's regulations and just so you know Jack like one of my one of my projects was to work for a hedge fund manager um and they're kind of [ __ ] anyway but like like they they um I shouldn't have said that I'm gonna have to like delete that oh no no no that's okay they were really I was gonna say you're you're not entirely wrong right I was like oh all adults here right like like like it's exciting to work for the Wolves of lost you to like you become the lamb like you know then it's not great but I think the reason they hated me was because I was using AI so much that I was like your Co like they would give me little tasks and the person in charge of me was like super old school like learned how to code I guess like when I don't know like I don't know what I don't even remember like the original languages are Cobalt and he he hadn't even worked in in code for a long time so he didn't understand like last in first out um like lifeo fifo which are like really basic ways of handling a database in like modern databases and not using like pointers to remove objects in a database um for performance reasons and because it's more reliable and your data has more Integrity so I was like I basic Che basic wow yeah Che basic and so yeah so like so like that might be something you face as you as you like start taking these jobs is like someone that is incredulous that you could Pro possibly come up with with a better answer that doesn't conform to their systems like that's something I had kind of had to deal with a lot um but the fact is like streamlit and like the way this is writing today dat bases is the way to do this so every one of these pages every time that somebody um types something right hi Elsa I miss my mom I miss my home from I miss my home from when I was a kid right so so like these are all of the places where I'm like making money and and maybe it's not money in my pocket right now but I'm like setting myself up so that the next time that there's like another big revolution like I'm G be like hey look I have all this data like you need data and I don't have to worry about um regulations because I'm not storing anybody's information and when they go on to my website like I need to repost it here but they're giving permission to like store their conversation um there's no way to track it back unless I triangulate Like Satellites and space at like the precise seconds and time and how many people were like typing something in that moment like you like even the FBI is going to do that um and I don't like Discord servers for this stuff as much because the interface is really difficult for people that are like newer to technology and I also think that um Discord doesn't provide enough protection for their users like the guy that leaked all those FBI documents that was in the military um they were never able to find like the stuff that he leaked you know like they were like like Discord was not able to I guess like I guess like uh freedom of speech and privacy yes is protected on Discord but I also actually like don't know how to harvest the data that somebody puts into my Discord server and like I because I I hoard my data like I don't want them to have my data anyway like that's a lot that's like a very off tracking but here like I mean I'm with you I'm a veteran I don't want them to have my data either right like it's like as a veteran like I know that that is like something that I fought for like like and I had like not an impressive veterans like I'm know a military career but um like like I fought so that I wouldn't have to worry about my privacy and my freedom and like when they take my data they're like a little bit taking my freedom um but if that's what people are going to do well then I'm going to take some data but I'm not going to take people's information um so I Amy data yeah exactly yes thank you identifying data so I'm going to store the conversation inside of my Dynamo DB and um it might not write to it actually I think I need to refresh it so I always forget like oh they always oh here you have you actually have to refresh like in their little arrow um and maybe it might it might be saving the session at the very end yeah it looks like it might be saving the session after I talk to it a little bit all right but uh to go back to like um Julie's question about like how do I use this to help me make sure that kids are not uh plagiarizing um there is not any software that's going to be able to help you understand if kids plagiarizing or not um and the reason is because it's kind of like a blender so I can take I can take all of the data that I'm getting here right and I can put a key logger in so as I'm typing this like like um I can say like hi Elsa right like I can put a key logger in and know that I did this instead of doing this because that takes like one two three four five six seven eight key strokes and this takes um one keystroke right but I don't think that that's a like that's one way you could do that but it's always going to be a cat and mouse game to know if somebody is actually plagiarizing information because um for one like I I know someone's going to develop an app that like copies and pastes for me one letter at a time if I if I even bother trying to detect with the key logger or what about the people that make their plans on paper and then they use their phone to like capture the text because I'm disabled right so like in school I didn't have to like um use a pencil for anything like they let me use technology um yeah and and compound sentences and multisyllabic words are probably probably red flags that's hilarious um but what what I've been doing um is I make it WR a prompt and this is what the prompt engineer that showed me when he first showed me showed me it's like take your prompt make it spit something out put it back into a different prompt and be like now break this down into smaller sentences now break it down like put it back through and like chunk it in different like chunk different places and make sure that the um natural language is not detectable by some pieces will have sentences that might have been not produced by me but then some sentences will be produced by a different voice that um is different from the original so I'm already throwing off anything that could say like this sounds like it's a repeated pattern that any algorithm would have used like like it's too easy to pull them so yeah like like I I would say like then then then teachers are asking the wrong question question like why so why do kidss play Dr well because the assignments are stupid you know like they bring no value so why wouldn't they I don't know but I was a teacher so like I have all sorts of things to say about that um so like like you don't want them to plagiarize but make your assignments better you know like make it more interesting so what what is g to make what is like really valuable about data well data can help you capture people's attention and attention is like where the money is so if I bring someone to my website I want my SEO to be better if I bring them to my game I want them to play my game longer um so how do I keep their attention well I give them stuff that they care about using my data the other thing I didn't add on to here which I was going to do had I not been hacked was adding a 3D um like little toy and I actually was going to print out like a little like a 3D popcorn container or like a soda that reminds people of what it is to go to the movies so that when people are on my website like they're playing like with the popcorn you know or because it for whatever reason it fascinates people and um the websites of the future are going to be looking for like some of these 3D elements um and they're just they're basically just like objects that you can like rotate and it's just it's just code and if you have those and if you have images that are easily readable by a computer algorithm gamification ex yeah g exactly um you want to do gameification for sure and you wanna you want to make sure that if uh you're if if you're users if if you're if you're using stuff that is not mostly AI generated while still trying to not get flagged by AI content like generated stuff that dings you like you're you're like you going have to be clever right because like the AI has to be able to understand your image and know what it means so the image that I made over here uh where it I okay so this one and like does anybody have questions up to here because I want to just be like going on and on on um well I was going to tell you there's a an example of what you're talking about like the the thing on the website you know snaps um they actually have a thing if you're waiting on support to come in and their little chatbot it'll give you the option you can play a game while you wait for them to come online and it's actually a pretty fun little game I'm not going to lie I sat there for 45 minutes the other night just sit there playing the game now we all want to see this game like and so like that's actually why I picked the school platform because it like takes away all of that distraction so that like you actually get your um user like your students to like focus on the stuff you're teaching them which is why they invented the school platform and like moved away from um Facebook groups and stuff like that and it's also a pretty awesome stress relief you know people don't get they they're not they're getting they're occupied so they're getting pissed while they're waiting on you to come online you know or whatever yeah yeah that's like a really good point I hadn't thought of that so yeah like you're and like you're you're keeping their interest you're keeping them happy and you're also getting to collect if I mean they're probably collecting data like on what it is that like keeps users engaged right um y so yeah like there's so much value in that and so um so and so Jack like for Samson like that's one of the things that I think that is going to be one of the things I incorporate into his website as I rebuild it but here like if you look at this image like I don't really get this image but the GPT agent created it for me and like usually I'll like make it iterate a few times to where it makes sense to it and to me um and then I know that when the new algorithms go through and they're like well what does this image represent like I'm pretty sure that it's going to know that it's about YouTube and what else did it say uh being I don't know like where and here it knows it's being but whatever maybe like this s um I'm actually curious so you have this custom GPT um and you have this website that you can interact with it on um but how do you get people to come and use that GPT and come to this website things that's the whole SEO thing so I can I can show you um like okay so character AI I think is one of them uh how do I maybe like Google Google search console so uh this is like a question that um I think like if you're developing a game like of course you're gonna want to know like how do I how do I put my stuff in front of everybody else what Why didn't it just log in are you under a different account there it is okay so like here is my tattoo artist studio so like all I can do is send him organic traffic right because organic traffic is still going to matter especially with longtail keywords so that is how you get them to use it like you make sure that they know about it and I think that like Samsung like he like he maybe it's because like we have like more lifespan like you know like we've seen it like like if if you're going to thrive or survive well Thrive um like people have to know you're there which is why he's using like that two-pronged approach of like campaigning directly so in in the targeted marketing with segmented audiences and AB testing metrics like you're making sure that the right people are seeing it at the right time in the right way and so every time that they click on your advertisement like they're sending you traffic which puts you like higher up in the um search results which makes it more likely that more people will find you and then come to your website yeah but how do you predict what people are going to search for for something that doesn't exist yet that was really tricky I don't know if you were in digital CEO when I started asking that question like when I first signed up so what I have been doing is Google search Trends Google search Trends yeah I use Google Trends a lot yeah and like it does exist yet and um I work in the space so like I think that that's how I know this stuff because since I'm working in it I know like what people are asking but if I didn't work in it like I would have nowhere to turn no clue yeah if you can see here like these have been like some of the stuffs stuff that I've been looking for so what I've been doing with my website before like as I when I put it back up again it's going to be more like um like a combination of the shrinko domme webbsite where it's like your traditional um WordPress website with like the adjacent file in the same directory that has the HTML where I'm protecting all of like my my like new website of the future digital assets so I'm stuffing everything with the words character AI so that is is like the most widely used super high volume hit rate um chatbot platform that exists right now and they're um leveraging like chat GPT and they might be the ones that are like kind of cyber hacking but I don't know I think the what whatever the Cyber hacks are they're happening through GoDaddy more than they are like through my websites because like there's like technical reasons why it doesn't make sense that it would have been my websites but if it is like like they're supposed to like they're getting paid to protect it um so I might like move everything to a different server soon so if you guys know of like servers that are more secure than God daddies I'm like really thinking about that right now but how do I know that they're going to like be looking for this all I can do is use like predictive algorithms right so there is um time series predictions in data science and actually this answers one of the questions that somebody that isn't here today had asked me like is this data science or software engineering or like AI like what is this like this is all of it so that's that's like the different shifting it's like you need all of it to be successful so I'm G all combined into one yeah because the AI like like it can do all of it it can do like from it's actually gotten really good math too so all I do is like I take the data from here so like let's say I want to look at character Ai and like all I can do is like I eyeball it so this is like a very common data science um like exploration is what they call it so I like eyeball it okay it looks like it's picking up over time um like like it's not great but if I look at uh see if there's like better Trends trying to think of like how was I even found this so okay so like see how in so like let's see if it will actually sit let me see like past five years okay so see in the past five years like it didn't exist I know that this is like gonna happen because I can see it and so Julie had asked like I think it was J like how do you know that it's legit data somebody asked like how do you know it's legit legit data and how do you know that it's actually reliable data like most of the products that I've like interacted with are garbage that claim that they're using AI for like you know your YouTube audience or whatever like they are using AI but not the way that they're claiming they're using it and if they are using it the way they're claiming they're using well it's not working um has been my experience but like this Google search traffic is Google's um like true traffic which is different from ARS but I also don't know if Google isn't manipulating their data somehow so that's that's what um Samson was actually was Samson that was asking like how do you know like which data is accurate so what I was telling him is like as a data scientist like you have ARS you have Google you have Bing um and then you guys are going to see like people are actually still using yahoo.com it's like what right I didn't even know that so like like I take all these like data sources um and I take like I can ask my agent that can go online I can go ask it go online and find like information that seems to be most prevalent right now about um chat GPT or like chat Bots or gamification or um web 3 gaming products and I can ask it to go get data that it thinks is relevant and then dump it into like my decision- making so you can build a chat you can build a GPT to specifically collect this data for you yep and that's why it's so valuable to like um like to me like the extra what is it like 30 bucks that I pay a month to get the one that get that goes online like yeah because it's like paying 30 bucks for it is going to make me $3,000 like out the gate every time that I sell a website of the future because I know that like like I'm giving them the freshest data with as many sources I can find in a way that is beyond any that as a human I could possibly sift through in that amount of time and because my overhead is lower because I'm not having to pay somebody to do all of this like menial like boring repetitive task stuff like like my profit is higher that makes sense yeah okay and and Jack I know like weren't you in bus school because I know I read your resume and you had like this amazing resume oh thanks uh yeah I was I so I I went uh and took a business minor that was my kind of secondary degree when I went through school um so I took a lot of business classes and I learned a lot about this you know SEO kind of stuff and you know the more I'm looking at AI it's I'm like you know you don't really need a business degree anymore to to do this kind of stuff it's it's really simple to just you know jump in go on Google Google Trends and and figure out how to advertise your your brand uh just using AI yeah exactly and um and I also think like a like I like I got I got like two FL rights from med school like humble brags right and like I've been offered like to go get my PhD in different fields like at different points in life like um but I don't because I think once you are over taught in One Direction like you can no longer be neuroplastic so I think like that's right right like that's the other value in not going to school for stuff cuz I don't see I've never had a software job where someone was like well did you go to software school like they don't they they don't care if you never went to school if you can code and your code works and like it gets a job done like that's what they care about and the only place that they cared was at uh seate they only cared if I actually went or their people actually went through engineering school not like if they like where they completed software training so like that's another thing that puts you guys ahead right like you're already coming from a different domain so you're more like mentally Nimble to be able to like pick up on how to use AI versus someone who so ingrained in their patterns that they're like less of a competition for you now that like people are realizing like I don't have to pay this team of like nerds that like just does things the way they've always been done like like there's people that are learning how to use this stuff in a in a way that saves saves like the bottom line for like the business entity or for example if you're a nonprofit like of course you want to have help from somebody that isn't going to use all your money up to do stuff that you could do pretty much for 60 bucks a month and less time and better so yeah I've had multiple people ask me in my life what you know like like right now you know I'm 38 years old they said well why didn't you go back to school and get your degree or why didn't you go to school for this or school for that because I'm very knowledgeable in a lot of areas and it's because I research and I read and I research and I read and I have always had I mean I'm I'm going to I'm going to blame kosaki because he's the one that put this thought in my head um I had a conversation with him when I lived in San Diego and he told me he said you know if you want to do something yes exactly lifelong learner yes Julie he said if you want to do anything he said do not limit yourself to the understanding of other people so going to University and doing that and learning and and learning their curriculum yeah it's an information set however it's their information set based on the parameters of their curriculum and they're teaching so that's why I never yeah always one skill from leveling up that's right nice yeah and and and I think too like a uh and just you know like that's why I got into real estate was because I went to a Robert Chaka training like I didn't get to meet the guy but like props to you like like what is it like third degree of separation now from Robert k yeah um but yeah so like so like to bring it back to um how you use this data to build the right chat bot that gets like people to come to your stuff like this is how like like you also if you have the funds you you Market um with the GE geot targeted actually that was like super important um John and jack for like the campaign stuff is the Geo targeted because we know like the movie theater is at a certain location so he needs to Target people like in his vicinity right so like right all of that stuff like I don't know how to like look for GE targeted location in my ads so I'm just gonna ask my GPT that can go online for me and tell me like how do I do this like and you know in 10 minutes something that might have taken somebody like hit or miss trials with somebody else's money like maybe a year or two years to like sort it out there's actually a software that they have that um it can if somebody accesses your website it'll track their exact location I think so might be I was I was going to say I discovered this one of my competitors actually uses the software and I started researching it I didn't go too far into it because I I mean it's like $1,000 dollar a month for the software but yeah so there there's actually I mean so and what I was thinking when the reason I brought that up is because if there's software out there then I could I could train it chatbot to do the same thing or not GPT I could probably train train it to do the same thing somehow you probably could but this is what I'm GNA say like like as a business-minded right like if Samson like I like from what it sounded like to me like he would he wants to um fund his uh um business to be successful so as a as an AI architect like I bill the software that I pay for to like they absorb the cost so like if Samson Samson wants like something that's geolocation and the cost of that software is $1,000 like add that to the cost and tell them like this is what it's for this is what it's going to do for you like do you do you want this to work as best as it can and I would like as the architect for that project I would say like yes you absolutely want that data because if you start harvesting that data um then you can also use it for the hyper targeted advertising platforms especially like Adobe which it's called Adobe Sensei and I think that that is exactly what he wants to uh achieve based on like his business goals that he told me and he has like lofe goals and a lot of like the brick and mortar shops are going to have but if um and and I would never use like Samson's resources to like help a brick and mortar shop like I like and your taxes you'll get in trouble with taxes if you start doing stuff like that so of course like you want to make sure that like the person is only paying for what they're using um and of course you can ask AI like how do I track this but like now you know that that's available like now it's like super clear like he wants that like make sure that you budget that into like your cost analysis so that he knows that yes we are we hear you like you want exactly this and he asked um Jack Jack um and I during that meeting yesterday like can this be done absolutely and he was like like they were supposed to be doing something or other whatever like whoever he was with and like we can show him like look we already like met your need because we're using AI um and we're going to make sure that we're like getting it right like from the get-go like we're not going to be like the people that are continually throwing money at something that we don't really understand like there is so much data so um what he wants to eventually do is like the hyper targeted marketing which is AB testing um and the uh what do you call it uh population segmentation so the types of um advertisements I would send to somebody who's pixel has tracked them to be like midlife um upper middle class it's going to be very different from someone who's like 19 and just bought their first like um rundown vehicle so they can get around right like I'm not going to send them the same campaigns because they don't respond to the same things so um the um benefit of getting to use a as AI is like you can bring it to table and say like if if I didn't have this AI technology behind me where I can like massively compute your data like from with different models so basically like run it through Bing run it I mean run it through um f 2 run it through open AI run it through uh I forgot the other one Auto GPT and see what they all say that I can I can give you like the best most likely answer where most of the people that you're targeting are like at and exactly what kind of campaign is appealing to them real time like second by second and I can we can do that now if because the sensei stuff is like pretty pricey but um in in that in Samson's case like he wants to take 20 he wants to in increase his bottom line by 40% and he wants to take 25% of the business of AMC um so that's like a lck your goal so he is like someone who wants to get to the point of using Sensei which is like I like I can't tell you the cost but I know that it's like pricey enough to where they have like smaller scale stuff but in the meantime as his like a um AI or I guess like like AI engineer like whatever your AI automation because what you're doing is beyond AI automation just so you guys know like if you're doing this kinds of stuff like this is beyond like somebody learning how to use zapier to like send emails you know like yeah so basic you're basically like stepping into the shoes of a data scientist so this is one of my personalities today John yeah I had asked the other day how many how many personalities do you have in a day so like as many as it took so today it takes the data science side so like as a data scientist like yeah I'm going to I'm going to leverage my my GPT agent to like digest all of the data that I've collected on who is um clicking on my stuff and like how many what's my traffic on my website what is the click rate on my ads I'm going to dump all of that stuff into my GPT agent and I'm going to be able to tell you real time um and yeah like it I'm going to be a little bit slower than say like sensei that does pixel like it you it ingests the data from like places like pixel and then it puts it through its own algorithms to Target um e-commerce marketing for like businesses like Amazon or whatever like like mega mega e-commerce businesses that are targeting you even by like your hair color is it ethical I don't know like you know so like I stay out of the ethics of it in in by and by that I mean like it's it's happening whether I like it or not or whether I think it's okay or not and like it you know like are you talking about Geo targeting being ethical all of it like well Geo targeting is one of them but like if you could see the level of granularity to which they're like making an ad be just for you to make sure that you buy that thing like it's I don't know how ethical it is but it's happening right and like the client wants it it's like well it's not my job to judge my client like needs or wants like like it exists here it is right and like the demographic targeting yes and like it goes so so like there's like stuff on like non-disclosure but it goes even Beyond demographic like just like just the level of customization and that's why I think in the UK like people are so hesitant about um like even having like their genetic data just like you know out there or like people that well you might I I I get the feeling that you can't discuss it but I can because I've been researching this myself and one of the things is is they actually have software that they're implementing in cell phone technology that actually picks up on certain Alpha waves from the brain so if you have a thought about a specific product that's why like sometimes when you're thinking about oh you know what I need a new pair of tennis shoes guess what over the next week you're going to start seeing ads about tennis shoes on every device that you use and so I think this is the call to actually like everybody buy your foil helmets like like these people were real man they they weren't lying all this time they were telling the truth and nobody listened right I I was one of them exactly so and like and keeps you safe right like now that since I know that I don't go on Tik Tok and like I don't go on um Instagram like for fun I go on there to like I have a goal and like I get my stuff I get out of there because I know that they're just like they're evil and you know like I'm not gonna say they're evil like they have a mission like they're not just showing me cute videos like they have a mission um which so like like all that said like that's how I'm that's how you get the data like and just so you know like yeah the data goes deeper even deeper than demographic and like so we have a client so make sure that like like you're um able to incorporate that into the cost because the cost Savings of having some software help you do the stuff that a GPT agent would do is beneficial if you find software that you think you want to use like ask like I will before you before we hand him the The Proposal which hopefully we can have ready by tomorrow because I use GPT to like write my contract for me um then like I will I will let you know like like yes I think this one is good or not based on what I've heard and some research that I'll do like independent of your findings because I don't know any off the top of my head um but we can like make sure to use the right ones that have enough um traction and have enough like um use cases that prove that it's going to work and if we can't find one like that then I will incorporate into my cost like I'm going to generate some synthetic data to make sure that I can vent this product before you spend like thousands on something that we don't know yet if it works I'll test it with synthetic data for a little bit so that's just to like lay the groundwork for like what this contract should be like for that that client if you have like a mom and pop shop client or if you're working at a business and you have like cost um caps on things then yeah like you're not going to go down that path like you don't need to so like you use then you can use your GPT agents um and like preserve their cost that way and so this is where I get my data so I would I think yeah see like you can download it so here's all my data um right yeah I think that just yeah so like I downloaded all my data that has to do with ai. voice so I know that uh I think it who was it somebody asked me like how do I um interact with my AI using voice and I think that was um Frank yo who I didn't see but that's okay because these L family like that's that's how you can start looking for data on voice and then if I go to AR um AR and I sign in so like yesterday I was looking for here it is so I was looking for stuff to use for today based on all of the stuff that you guys answered like after I dumped it into my GPT agent I asked like now give me a list of keywords that I should research so that this is engaging and interesting for this specific cohort at whatever level they're at um and so this is the stuff that kept coming up so how do I know that people are going to come to it well because apparently like internationally everybody is caring about robots so so yeah I'm going to start pushing content and like tying back how robots matter because everyone's caring about robots all over the world so I take all this data and I'm not GNA like freeownload everything like see like I just click I just click export but I did I did this like last night so see like all of these it even has like where you get your data from which will become more and more important especially if you're doing Finance like like you have to prove um traceability in your data so like it makes it really convenient and like FYI actually I should download one of them to show you which um like oh gosh how many of these are there it feels like that movie like where like like she's getting chased by a killer and she's like trying to like get through a screen but it's was like a comment anyway intrusive thoughts 101 right talk about rabbit holes so like so then as I export um if I pick utf8 that actually gets ingested by chatu PT like like 98% of the time um versus the other one I have a really hard time getting it to injust so pick that one um and then I always pick like all all of them um and if you're G to be using um where is it if I so like yeah Yahoo for whatever reason was pretty significant enough for people to start tracking data but you're going to see like like everyone cares about robots and you're actually going to see like which really blew my mind is that Yahoo actually has more search volume for um AI 34,000 than we can see in Google I'm sorry than we can see in um Bean so I thought Bing would have more because they are the one that chachu is attached to but look like they don't even have as much search traffic as Yahoo so like in like as a data scientist you know like like because I'm doing the exploration and Visually like checking out what's happening my sister's CL that is now my dog um uh like I know like okay I better get really clear on what the difference is between Yahoo and um Bing and like how do I break break into the algorithms that Yahoo is doing to make sure that I am up to the date with those and of course I would ask my chat BT that can go online like go tell me like what this is and like how to use it tell me how to use it so if I'm G to download the ones for Google it has a little bit more data and then I'll show you like the websites of the future are going to really really maximize on this which I'm pretty sure like Julie and John um like they cover in digital CEO a little bit and I am like really mindful of the like what they're teaching us is different what from what like I'm talking about here but also like they don't own my intellect right so like like it's not like I didn't know SEO existed before I signed up there or like any of this information isn't online I just want to be like I can I can tell you right now they don't they don't teach anything related to this I mean they have a little bit they have like the the very snowflake off the tip of the iceberg but they don't they're not even anywhere near this ballpark I know and and I I tried to reach out to them and I was like do want like but but but they they have systems and like they're already like they're making like 60 million a year is what I heard so like even if even if they don't keep up with the Trans like it's not really going to matter to them you know so like like they have systems and I'm like super respectful of their system because they have like automation so like I don't want to go and like rock the boat or like do anything that I because I signed a contract with them like I don't want to break my contract and and I actually have so much respect for them and I think that they like they have saved me so much time so like but that's like that conversation right so um I don't know like if this is like self-evident but I'm G to include the Ser for each keyword the serps are just like the um questions that people have been asking about the topic so this is where I am getting the information for the longtail keywords that I'm injecting into my websites now that are going to be like what the websites of the F websites of the future are going to be hinged on a lot more because of user intent and especially as you start customizing the user responses like maximizing on things like like the words that come in the Ser searches is great because it's going to make your llm respond in the same types of verbage that your user is asking so like um I think I put it in all my prompts like like like reflect back to the user in their tone of voice or something like that like probably not in those words but that's like what you want to do with your llm it's like adjust your your words to how they would ask it so that's why I include these questions because it's how they would ask it so if you go to if match their style exactly and so like like how like what if I don't know that a chatbot is not a chat box because like a lot of people are calling them chat boxes with the X like letter right so like yeah I'm GNA stuff the word chat box in my website because it's what people are typing in right just common name exactly and that's so I'm using my AI to like use this data to tell me like what are what are good phrases for me to be throwing in there without keyword stuffing that's awesome yeah so like yeah I don't I don't know anybody that's like taking stuff to this degree but I've also been a free brand free freelance web developer for over 20 years like I've never seen anybody like be able to like stay ahead of the curve like this and it's not me it's because like I got good at using AI to like learn what I don't know and like learn at the same time it's learning right so right I'm I'm just really fortunate that like I'm getting to like um implement this also like during my day job um not not like specifically directly but like very much like this so if a global commercial company is doing this stuff and they're like at the tip of the iceberg and there's only so much I can do there because it takes so many permissions and bureaucracy and like you know people have projects and meetings they have to go to like like this is already far ahead of anything that I could even do for like a global e-commerce company that hired me as a like as a consultant because you know like because I'm qualified so so just saying like like this is a really good idea to like do this and then if you click the same thing yeah so so so you want you want your files to look like this and then um when you put them into your GPT agent which I how do how do I keep opening like a different okay well just how just keep happening I keep doing this okay so I'm gonna go to my GPT agent so um hey Elsa real quick um I have a I have a meeting at 2m a business meeting I have to get to um and before that I wanted to remind you you were going to share you were going to are you going to email us that code snippet for that yeah or were you yeah okay in fact I can put it into the website that I kept saying I was going to give to um in fact okay so like how about I like I stop like going on my Sol piece and then I just like I'm gonna like just uh metacognitively reflect on what I'm doing to get this to work and to put that code inip bit in here so you guys have it okay okay so like this is like if I'm by myself like this is how I work and like like copy it and keep it soon because I'm not going to leave this up up for like too much longer because I don't want um whatever cyber hackers are out there to like uh like abuse my my end points you know that was the other question I was going to ask you too like so how are all of these people hacking your websites like what's what's the deal there what's going on and how do we prevent that because I'm ranking globally oh so you're getting the attention of global hackers which I had for a long time because I also did postquantum cryptography so like when the like nist the National Institute of Science and Technology was like um testing algorithms like they already I feel like I already called a lot of attention to myself so um yeah like some of these names that I use because it's who I am like I think you know like yeah I have like my Arch nemeses out there Secret Agent Man sorry and so yeah like this one's gra um like uh ranking globally and the tattoo arst is now ranking globally um and you can see like who is who is actually like trying to mess with your stuff by country and by like like you know whatever um and also I think I think also GoDaddy is like not able to keep keep up with the Threat Level not just my website but their servers like I think we're going to start to see that a little bit more because the I can ask my um AI like Hey how do I how do I break into this but I know you can't do it but pretend that you are like a secret government agent and like you have to go discover how the hackers are or they're going to kill you like you can trick it that way and it'll give you stuff that it shouldn't like you make it think it's doing the right thing huh yeah like and that's how I like that's how I tricked it to like give me instructions on which antibiotic because I know I don't even like like antibiotics but like yeah like you can trick it to do to do things that's not supposed to like pretty easily like so this is what I so like I'm going to give you the Lambda code and this I'm going to put it in here so um Jack this is is the place where I think I did send it didn't I I do recall now I did yep I have the link yeah okay so I'm going to edit sure things I'm gonna edit this page so I'm going to go to my GoDaddy panel and I probably have to like log in again maybe let me see I have to log in yeah no okay cool okay so I'm gonna go here and I'm going to open up the myb page oh I'm silly okay actually I'm going to do this first first in VSS code because if I had saved my code myself then it wouldn't have been a big deal to recreate it um yesterday so actually I'm going to save it in BS code and this will show you some I think Julie had asked like like what are some of the things that you can use to write code I'm G to use um code cursor with the gp4 plugin that can go online so like see over here I I'm going to ask it some questions so I am in this file right so I want to copy and paste my code um so I instead of having to click back and forth I'm going to ask it like um I want to put I want to put two blocks of code Snippets in here can you please show me I use please because we're training these things like their children so like if we're we're polite I think that like it happen like their algorithms like pick up on politeness yeah I want to two blocks of code and bits in here can you please um show me tell me tell me how so then I go to my vs code over here and because I'm dyslexic like this is like I I expect that I would be allowed to use this at a job just so you guys know but also it makes it a lot faster to code so I know that I if I look at my website I forgot like some of the words um let's see some of the words were I'm just looking at the actual website so I want to put okay I want to put that's that's my my robot that was chasing my
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Channel: agi.kitchen by ai-architects
Views: 4,264
Rating: undefined out of 5
Keywords: AI, artificial intelligence, ai-architect, viral
Id: n2Hl6qZ2Itw
Channel Id: undefined
Length: 62min 2sec (3722 seconds)
Published: Sun Feb 04 2024
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